where, \(\Vert  \cdot \Vert _1\)  measures the \(l_1\)  distance, \(N_v\)  is the number of valid pixels, and \(\gamma =0.9\)  in our experiments. We additionally apply the photometric loss (as defined in [1]}) to supervise the residual pose network.
